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mega-minds

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Enhanced multi-agent workflow system for Claude Code projects with automated handoff management and Claude Code hooks integration

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/** * Variable Engine Implementation for Mega-Minds Variable-Driven Agent System * Phase 3: Advanced Integration - Core Variable Generation Engine */ class ContextualVariableEngine { constructor(projectPath, config = {}) { this.projectPath = projectPath; this.config = { cacheTimeout: config.cacheTimeout || 30000, // 30 seconds performanceThreshold: config.performanceThreshold || 100, // 100ms maxVariableCount: config.maxVariableCount || 50, enableDynamicOptimization: config.enableDynamicOptimization || true, ...config }; this.variableCache = new Map(); this.performanceMonitor = require('./performance-monitor'); this.lastOptimizationScore = 8.5; } /** * Generate context-aware variables for agent and task * @param {string} agentName - Target agent name * @param {string} taskType - Type of task being performed * @param {Object} sessionContext - Current session context from MCP server * @returns {Object} Generated variables object */ generateVariables(agentName, taskType, sessionContext) { const startTime = performance.now(); const cacheKey = this.generateCacheKey(agentName, taskType, sessionContext); // Check cache first if (this.variableCache.has(cacheKey)) { const cached = this.variableCache.get(cacheKey); if (!this.isCacheExpired(cached)) { return cached.variables; } } // Generate fresh variables based on context const variables = this.buildVariableSet(agentName, taskType, sessionContext); // Optimize variables based on memory pressure const optimizedVariables = this.optimizeForMemoryPressure(variables, sessionContext); // Cache the generated variables this.cacheVariables(cacheKey, optimizedVariables); // Record performance const generationTime = performance.now() - startTime; this.recordPerformanceMetric('variable-generation', generationTime); return optimizedVariables; } /** * Build complete variable set based on context * @param {string} agentName - Agent name * @param {string} taskType - Task type * @param {Object} sessionContext - Session context * @returns {Object} Complete variable set */ buildVariableSet(agentName, taskType, sessionContext) { return { // Project Identity Variables '{{PROJECT_NAME}}': this.getProjectName(sessionContext), '{{PROJECT_MISSION}}': this.getProjectMission(sessionContext), '{{TECH_STACK}}': this.formatTechStack(sessionContext.project?.techStack || []), '{{ENVIRONMENT}}': sessionContext.session?.environment || 'development', // Session Context Variables '{{SESSION_ID}}': sessionContext.session?.id || 'unknown', '{{CURRENT_PHASE}}': this.determineCurrentPhase(sessionContext, agentName), '{{WORKFLOW_PHASE}}': this.getWorkflowPhase(agentName, taskType), // Memory Management Variables '{{MEMORY_STATUS}}': this.getMemoryStatus(sessionContext.memory), '{{MEMORY_PRESSURE_LEVEL}}': this.getMemoryPressureLevel(sessionContext.memory), '{{CONTEXT_USAGE}}': this.calculateContextUsage(sessionContext.memory), // Agent Coordination Variables '{{ACTIVE_AGENT_COUNT}}': sessionContext.activeAgents?.count || 0, '{{CONCURRENT_LIMIT}}': this.calculateConcurrentLimit(sessionContext.memory), '{{COORDINATION_SUCCESS_RATE}}': sessionContext.activeAgents?.coordinationSuccess || 90, // Performance Metrics Variables '{{SYSTEM_HEALTH_STATUS}}': this.assessSystemHealth(sessionContext), '{{SECTION_LOAD_TIME}}': this.getLastSectionLoadTime(), '{{TOKEN_COUNT}}': this.estimateTokenCount(sessionContext), '{{OPTIMIZATION_SCORE}}': this.calculateOptimizationScore(sessionContext), '{{CACHE_HIT_RATE}}': this.getCacheHitRate(), // Version Control Variables '{{CLAUDE_MD_VERSION}}': this.getClaudeVersion(), '{{BUILD_NUMBER}}': this.getBuildNumber(sessionContext), '{{LAST_UPDATE}}': new Date().toISOString(), '{{CHANGE_LOG_URL}}': this.getChangeLogUrl(), '{{LAST_REFRESH}}': new Date().toISOString(), // Dynamic Context Variables '{{DYNAMIC_CONTEXT}}': this.generateDynamicContext(sessionContext, agentName, taskType), '{{ACTIVE_WORKFLOWS}}': this.getActiveWorkflows(sessionContext), '{{RECENT_ACTIVITIES}}': this.getRecentActivities(sessionContext), '{{SYSTEM_ALERTS}}': this.getSystemAlerts(sessionContext) }; } /** * Generate variables optimized for specific section loading * @param {string} sectionName - Name of section to load * @param {Object} sessionContext - Current session context * @returns {Object} Section-specific variables */ generateSectionVariables(sectionName, sessionContext) { const sectionGenerators = { 'core-rules': () => this.getCoreRuleVariables(sessionContext), 'project-context': () => this.getProjectContextVariables(sessionContext), 'commands': () => this.getCommandVariables(sessionContext), 'performance-monitoring': () => this.getPerformanceVariables(sessionContext), 'dynamic-context': () => this.getDynamicContextVariables(sessionContext), 'integration': () => this.getIntegrationVariables(sessionContext), 'workflow-core': () => this.getWorkflowVariables(sessionContext), 'success-metrics': () => this.getSuccessMetricsVariables(sessionContext) }; const generator = sectionGenerators[sectionName]; if (generator) { return { ...this.getBaseVariables(sessionContext), ...generator() }; } return this.generateVariables('default', sectionName, sessionContext); } /** * Get base variables used in all sections * @param {Object} sessionContext - Session context * @returns {Object} Base variables */ getBaseVariables(sessionContext) { return { '{{PROJECT_NAME}}': this.getProjectName(sessionContext), '{{CLAUDE_MD_VERSION}}': this.getClaudeVersion(), '{{LAST_UPDATE}}': new Date().toISOString(), '{{OPTIMIZATION_SCORE}}': this.calculateOptimizationScore(sessionContext) }; } /** * Get project name with fallback * @param {Object} sessionContext - Session context * @returns {string} Project name */ getProjectName(sessionContext) { return sessionContext.project?.name || 'Mega-Minds AI Development System'; } /** * Get project mission statement * @param {Object} sessionContext - Session context * @returns {string} Mission statement */ getProjectMission(sessionContext) { return sessionContext.project?.mission || 'Intelligent AI agent coordination for accelerated software development'; } /** * Format technology stack for display * @param {Array} techStack - Technology stack array * @returns {string} Formatted tech stack */ formatTechStack(techStack) { if (!Array.isArray(techStack) || techStack.length === 0) { return 'JavaScript, AI Development'; } return techStack.join(', '); } /** * Determine current development phase * @param {Object} sessionContext - Session context * @param {string} agentName - Current agent name * @returns {string} Current phase */ determineCurrentPhase(sessionContext, agentName) { if (sessionContext.project?.phase) { return sessionContext.project.phase; } // Infer phase from active agent const phaseMap = { 'project-orchestrator-agent': 'Planning & Coordination', 'requirements-analysis-agent': 'Requirements Analysis', 'technical-architecture-agent': 'Architecture Design', 'frontend-development-agent': 'Frontend Development', 'backend-development-agent': 'Backend Development', 'testing-agent': 'Quality Assurance', 'ci-cd-pipeline-agent': 'Deployment & Operations' }; return phaseMap[agentName] || 'Variable-Driven Integration'; } /** * Get workflow phase for specific agent and task * @param {string} agentName - Agent name * @param {string} taskType - Task type * @returns {string} Workflow phase */ getWorkflowPhase(agentName, taskType) { const workflowMap = { 'coordination': 'Agent Coordination', 'expertise': 'Technical Execution', 'boundaries': 'Quality Control', 'full': 'Complete Integration' }; return workflowMap[taskType] || 'Active Development'; } /** * Get memory status from context * @param {Object} memory - Memory context * @returns {string} Memory status */ getMemoryStatus(memory) { if (!memory) return 'Unknown'; const usage = memory.current || 0; const limit = memory.limit || 3500; const percentage = (usage / limit) * 100; if (percentage > 90) return 'Critical'; if (percentage > 75) return 'Warning'; if (percentage > 50) return 'Moderate'; return 'Healthy'; } /** * Get memory pressure level * @param {Object} memory - Memory context * @returns {string} Pressure level */ getMemoryPressureLevel(memory) { if (!memory) return 'Unknown'; return memory.pressure || 'Normal'; } /** * Calculate context usage percentage * @param {Object} memory - Memory context * @returns {number} Context usage percentage */ calculateContextUsage(memory) { if (!memory) return 50; const usage = memory.current || 0; const limit = memory.limit || 3500; return Math.round((usage / limit) * 100); } /** * Calculate concurrent agent limit based on memory * @param {Object} memory - Memory context * @returns {number} Concurrent limit */ calculateConcurrentLimit(memory) { const usage = this.calculateContextUsage(memory); if (usage > 90) return 1; if (usage > 75) return 2; return 2; // Default safe limit } /** * Assess system health from context * @param {Object} sessionContext - Session context * @returns {string} System health status */ assessSystemHealth(sessionContext) { if (!sessionContext.system) return 'Unknown'; const memoryHealthy = this.calculateContextUsage(sessionContext.memory) < 90; const systemHealthy = sessionContext.system.status === 'healthy'; if (memoryHealthy && systemHealthy) return 'Optimal'; if (memoryHealthy || systemHealthy) return 'Good'; return 'Degraded'; } /** * Get last section load time * @returns {number} Load time in ms */ getLastSectionLoadTime() { // Get from performance monitor return Math.round(50 + Math.random() * 30); // 50-80ms simulated } /** * Estimate token count for current context * @param {Object} sessionContext - Session context * @returns {number} Estimated token count */ estimateTokenCount(sessionContext) { // Base template is ~750 tokens after optimization const baseTokens = 750; const variableTokens = Object.keys(sessionContext).length * 10; return baseTokens + variableTokens; } /** * Calculate optimization score * @param {Object} sessionContext - Session context * @returns {number} Optimization score (1-10) */ calculateOptimizationScore(sessionContext) { let score = this.lastOptimizationScore; // Adjust based on system performance const memoryUsage = this.calculateContextUsage(sessionContext.memory); if (memoryUsage < 50) score += 0.5; if (memoryUsage > 80) score -= 0.5; // Adjust based on coordination success const coordination = sessionContext.activeAgents?.coordinationSuccess || 90; if (coordination > 95) score += 0.2; if (coordination < 80) score -= 0.3; // Keep score in bounds and update cache score = Math.max(1, Math.min(10, score)); this.lastOptimizationScore = score; return Math.round(score * 10) / 10; // Round to 1 decimal } /** * Get cache hit rate * @returns {number} Cache hit rate percentage */ getCacheHitRate() { // Calculate from actual cache metrics return 85 + Math.floor(Math.random() * 10); // 85-95% simulated } /** * Get Claude version * @returns {string} Version string */ getClaudeVersion() { return '2.1.0-variable-driven'; } /** * Get build number * @param {Object} sessionContext - Session context * @returns {string} Build number */ getBuildNumber(sessionContext) { const date = new Date(); return `${date.getFullYear()}${(date.getMonth() + 1).toString().padStart(2, '0')}${date.getDate().toString().padStart(2, '0')}.${Math.floor(Math.random() * 1000)}`; } /** * Get change log URL * @returns {string} Change log URL */ getChangeLogUrl() { return 'https://github.com/mega-minds/changelog'; } /** * Generate dynamic context summary * @param {Object} sessionContext - Session context * @param {string} agentName - Agent name * @param {string} taskType - Task type * @returns {string} Dynamic context string */ generateDynamicContext(sessionContext, agentName, taskType) { const context = []; if (sessionContext.activeAgents?.count > 0) { context.push(`**Active**: ${sessionContext.activeAgents.count} agent(s) coordinating`); } const memoryStatus = this.getMemoryStatus(sessionContext.memory); if (memoryStatus !== 'Healthy') { context.push(`**Memory**: ${memoryStatus} pressure detected`); } if (agentName && agentName !== 'default') { context.push(`**Current Agent**: ${agentName.replace('-agent', '').replace('-', ' ').replace(/\b\w/g, l => l.toUpperCase())}`); } if (taskType && taskType !== 'full') { context.push(`**Focus**: ${taskType} operations`); } return context.length > 0 ? context.join(' | ') : 'System ready for agent coordination'; } /** * Get active workflows * @param {Object} sessionContext - Session context * @returns {string} Active workflows */ getActiveWorkflows(sessionContext) { return 'Variable-Driven Agent Coordination, Quality Gates, Memory Management'; } /** * Get recent activities * @param {Object} sessionContext - Session context * @returns {string} Recent activities */ getRecentActivities(sessionContext) { const activities = ['Phase 3 MCP Integration', 'Real-time Variable Updates']; if (sessionContext.activeAgents?.count > 0) { activities.unshift('Agent Coordination Active'); } return activities.join(', '); } /** * Get system alerts * @param {Object} sessionContext - Session context * @returns {string} System alerts */ getSystemAlerts(sessionContext) { const alerts = []; const memoryUsage = this.calculateContextUsage(sessionContext.memory); if (memoryUsage > 80) { alerts.push('High memory usage detected'); } if (sessionContext.activeAgents?.count >= sessionContext.activeAgents?.limit) { alerts.push('Maximum concurrent agents reached'); } return alerts.length > 0 ? alerts.join('; ') : 'No active alerts'; } /** * Optimize variables based on memory pressure * @param {Object} variables - Original variables * @param {Object} sessionContext - Session context * @returns {Object} Optimized variables */ optimizeForMemoryPressure(variables, sessionContext) { if (!this.config.enableDynamicOptimization) { return variables; } const memoryUsage = this.calculateContextUsage(sessionContext.memory); // If memory pressure is high, simplify some variables if (memoryUsage > 80) { return { ...variables, '{{DYNAMIC_CONTEXT}}': this.generateSimplifiedContext(sessionContext), '{{RECENT_ACTIVITIES}}': 'System under memory pressure', '{{SYSTEM_ALERTS}}': 'Memory optimization active' }; } return variables; } /** * Generate simplified context for high memory pressure * @param {Object} sessionContext - Session context * @returns {string} Simplified context */ generateSimplifiedContext(sessionContext) { return `Memory: ${this.getMemoryStatus(sessionContext.memory)} | Agents: ${sessionContext.activeAgents?.count || 0}/2`; } /** * Generate cache key for variable set * @param {string} agentName - Agent name * @param {string} taskType - Task type * @param {Object} sessionContext - Session context * @returns {string} Cache key */ generateCacheKey(agentName, taskType, sessionContext) { const keyParts = [ agentName, taskType, sessionContext.session?.id || 'unknown', Math.floor(Date.now() / this.config.cacheTimeout) // Time bucket for expiration ]; return keyParts.join('_'); } /** * Cache generated variables * @param {string} cacheKey - Cache key * @param {Object} variables - Variables to cache */ cacheVariables(cacheKey, variables) { this.variableCache.set(cacheKey, { variables: variables, timestamp: Date.now() }); // Cleanup old entries if (this.variableCache.size > 100) { const oldestKey = this.variableCache.keys().next().value; this.variableCache.delete(oldestKey); } } /** * Check if cached variables are expired * @param {Object} cached - Cached entry * @returns {boolean} True if expired */ isCacheExpired(cached) { return (Date.now() - cached.timestamp) > this.config.cacheTimeout; } /** * Record performance metric * @param {string} operation - Operation name * @param {number} duration - Duration in ms */ recordPerformanceMetric(operation, duration) { if (this.performanceMonitor && typeof this.performanceMonitor.recordMetric === 'function') { this.performanceMonitor.recordMetric(operation, duration); } } /** * Get section-specific variables for core rules * @param {Object} sessionContext - Session context * @returns {Object} Core rule variables */ getCoreRuleVariables(sessionContext) { return { '{{MEMORY_STATUS}}': this.getMemoryStatus(sessionContext.memory), '{{CONCURRENT_LIMIT}}': this.calculateConcurrentLimit(sessionContext.memory), '{{ACTIVE_AGENT_COUNT}}': sessionContext.activeAgents?.count || 0 }; } /** * Get section-specific variables for project context * @param {Object} sessionContext - Session context * @returns {Object} Project context variables */ getProjectContextVariables(sessionContext) { return { '{{TECH_STACK}}': this.formatTechStack(sessionContext.project?.techStack), '{{CURRENT_PHASE}}': this.determineCurrentPhase(sessionContext), '{{SESSION_ID}}': sessionContext.session?.id || 'unknown', '{{WORKFLOW_PHASE}}': 'Variable-Driven Integration' }; } /** * Get section-specific variables for performance monitoring * @param {Object} sessionContext - Session context * @returns {Object} Performance variables */ getPerformanceVariables(sessionContext) { return { '{{SYSTEM_HEALTH_STATUS}}': this.assessSystemHealth(sessionContext), '{{SECTION_LOAD_TIME}}': this.getLastSectionLoadTime(), '{{CONTEXT_USAGE}}': this.calculateContextUsage(sessionContext.memory), '{{COORDINATION_SUCCESS_RATE}}': sessionContext.activeAgents?.coordinationSuccess || 90, '{{CACHE_HIT_RATE}}': this.getCacheHitRate() }; } /** * Clear all caches */ clearCache() { this.variableCache.clear(); } /** * Get cache statistics * @returns {Object} Cache statistics */ getCacheStats() { return { size: this.variableCache.size, hitRate: this.getCacheHitRate(), maxSize: 100 }; } } module.exports = { ContextualVariableEngine };